IEEE

Partial Least Squares Regression Trees for Multivariate Response Data With Multicollinear Predictors

Abstract: Some problems arise in analyzing massive complex data consisting of multivariate response variables and a large number of multicollinear predictor variables, especially when the sample sizes ...
IEEE

Multi-Rules Mining Algorithm for Combinatorially Exploded Decision Trees With Modified Aitchison-Aitken Function-Based Bayesian Optimization

Abstract: Decision trees offer the benefit of easy interpretation because they allow the classification of input data based on if–then rules. However, as decision trees are constructed by an algorithm ...
Scientific Research Publishing

Kapelner, A. and Bleich, J. (2016) BartMachine: Machine Learning with Bayesian Additive Regression Trees. Journal of Statistical Software, 70, 1-40.

ABSTRACT: Determining the causal effect of special education is a critical topic when making educational policy that focuses on student achievement. However, current special education research is ...
Scientific Research Publishing

Tan, Y.V. and Roy, J. (2019) Bayesian Additive Regression Trees and the General BART Model. Statistics in Medicine, 38, 5048-5069.

ABSTRACT: Determining the causal effect of special education is a critical topic when making educational policy that focuses on student achievement. However, current special education research is ...